AfriScience-MT (Zero-Shot): leaderboard
Metric: SSA-COMET (0-100; sentence-level, mean over the 12 English<->African directions of the test split; zero-shot: vanilla 0-shot prompt for LLMs, direct decoding for NLLB and M2M100). Source: arxiv.org. Saturation forecast: Around June 2027. 15 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 65 |
| 2 | Gemini 1.5 Flash | 58.7 |
| 3 | GPT-4o | 58 |
| 4 | Gemini 3.1 Flash Lite | 57 |
| 5 | Gemma 2 9B (IT) | 39.4 |
| 6 | Tiny Aya Global | 36.3 |
| 7 | Llama 3.1 8B Instruct | 34.9 |
Interactive version: theaggregate.ai/benchmark?slug=afriscience-mt-zero-shot · How It Works · Data refreshed daily, snapshot 2026-09-26.